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Distributed Computing with Python

You're reading from  Distributed Computing with Python

Product type Book
Published in Apr 2016
Publisher
ISBN-13 9781785889691
Pages 170 pages
Edition 1st Edition
Languages
Toc

Table of Contents (15) Chapters close

Distributed Computing with Python
Credits
About the Author
About the Reviewer
www.PacktPub.com
Preface
1. An Introduction to Parallel and Distributed Computing 2. Asynchronous Programming 3. Parallelism in Python 4. Distributed Applications – with Celery 5. Python in the Cloud 6. Python on an HPC Cluster 7. Testing and Debugging Distributed Applications 8. The Road Ahead Index

A tour of Celery


What is a distributed task queue and how does Celery implement one? It turns out that distributed task queues are a type of architecture that has been around for quite some time. They are a form of master-worker architecture with a middleware layer that uses a set of queues for work requests (that is, the task queues) and a queue, or a storage area, to hold the results (that is, the result backend).

The master process (also called a client or producer) puts work requests (that is, tasks) into one of the task queues and fetches results from the result backend. Worker processes, on the other hand, subscribe to some or all of the task queues to know what work to perform and put their results (if any) into the result backend.

This is a very simple and flexible architecture. Master processes do not need to know how many workers are available nor on which machines they are running. They just need to know where the queues are and how to post a request for work.

The same can be said...

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